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What is North Mini Code?

North Mini Code marks the launch of Cohere's innovative agentic coding model, specifically designed for developers, and represents the initial offering in its next generation of advanced models. This compact and effective open-source solution is tailored for the independent developer community, providing exceptional software development capabilities without requiring extensive hardware resources. Utilizing a mixture-of-experts architecture, it features a total of 30 billion parameters, with 3 billion actively engaged, delivering powerful agentic coding functionalities in a streamlined format. The model is meticulously optimized for a variety of tasks, including code generation, agentic software engineering, and terminal operations, boasting an impressive context length of 256K and a maximum generation capacity of 64K. It is crafted with real-world developer practices in mind, allowing for the management of sub-agents, architecture mapping, code reviews, and supporting coding agents in overcoming complex software challenges. By integrating these capabilities, developers can significantly boost their productivity and efficiency in software development projects, making it an invaluable tool in their arsenal. As a result, North Mini Code not only facilitates better coding practices but also fosters a collaborative environment for developers to thrive.

What is Holo4?

Holo4 is a family of agentic AI models developed by H Company for computer use and multi-step automation across desktop, web, mobile, terminal, MCP, and API environments. The series consists of Holo4 27B, a dense 27-billion-parameter model, and Holo4 35B-A3B, a 35-billion-parameter Mixture-of-Experts model with 3 billion active parameters. Rather than specializing exclusively in graphical interfaces or tool calling, Holo4 can click and type on screens, write and run its own code, and invoke MCP or API tools as different stages of a workflow require. The same model can therefore move between desktop applications, websites, Android applications, code sandboxes, and business APIs without switching to a separate model for each interface. H Company's Agentic Task Factory generated approximately 10,000 tasks across web applications, MCP servers, desktop software, and hybrid environments to support model development and evaluation. Holo4 underwent supervised fine-tuning on 127 billion tokens, with roughly three-quarters of that training data consisting of successful agentic trajectories covering desktop, web, MCP/API, and mobile tasks. Two reinforcement-learning experts were subsequently trained for desktop/web workflows and terminal/MCP/API workflows before being merged into the final generalist model. In H Company's evaluations, Holo4 27B scored 85.2% on OSWorld, 61.7% on OSWorld 2.0, 45.4% on AutomationBench, and 85.1% on AndroidWorld, although the company notes that reference-model results can use different harnesses and effort levels. Holo4 27B supports a 256K context window and is priced through the H Models API at $0.40 per million input tokens, $0.04 per million cached input tokens, and $3.00 per million output tokens. Holo4 35B-A3B also supports 256K context and is priced at $0.30 per million input tokens, $0.03 per million cached input tokens, and $2.00 per million output tokens.

Media

Media

Integrations Supported

OpenCode

Integrations Supported

OpenCode
Agentforce Vibes
Amazon Bedrock
Brokk
C
ChatGPT Work
GitHub Copilot
Go
JetBrains Junie
LaunchLemonade
NextDocs
Objective-C
OpenAI Codex
OpenClaw
PowerShell
R
Rust
Solidity
ThreadMaster.ai
Verdent

API Availability

API Availability

Has API

Pricing Information

Pricing not provided

Pricing Information

$0.40 per 1M tokens (input)
Input: $0.40 per 1 million tokens
Output: $3 per 1 million tokens

Supported Platforms

Windows
Mac
On-Prem
Linux

Supported Platforms

SaaS

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training

Training Options

Documentation Hub

Company Facts

Organization Name

Cohere

Date Founded

2019

Company Location

Canada

Company Website

cohere.com/blog/north-mini-code

Company Facts

Organization Name

H Company

Date Founded

2023

Company Location

France

Company Website

openai.com

Categories and Features

AI Coding Models

Not specified

AI Models

Not specified

Open-Weight AI Models

Not specified

Categories and Features

AI Models

Not specified

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